Skip to main content

Documentation Index

Fetch the complete documentation index at: https://docs.bumbleagi.com/llms.txt

Use this file to discover all available pages before exploring further.

Bumblebee is built so you own the entity’s definition and can grow capabilities without forking core cognition. This page maps the main hooks; the companion guides go deeper on social surfaces and portable inference.

Configuration-first entities

  • Entity YAML: personality, voice, cognition overrides, presence platforms, automations, knowledge paths.
  • Harness YAML (configs/default.yaml + overlays): models, timeouts, tool defaults, deployment mode, soma knobs, execution policy.
The harness is shared; each entity file describes one being that loads those defaults.

Tools and MCP

  • Built-in tools (web, filesystem, shell, code, knowledge, …) register from harness + entity config. Both reflex and deliberate profiles use the same tool registry.
  • MCP extends reach: external processes expose tools to the entity without editing Bumblebee’s Python tree.
See Tools for the full table and MCP notes.

Presence / social adapters

Telegram, Discord, and CLI implement the same platform contract: connect, receive messages, call into Entity.perceive, send replies and typing/tool activity. Adding a new surface means implementing that interface and registering it — the cognition stack stays unchanged. See Presence & social surfaces.

Inference portability

The entity talks to inference through a provider abstraction:
  • Local: default Ollama on your machine.
  • Remote gateway: same OpenAI-compatible /v1/chat/completions and /v1/embeddings shape, tunneled to your home GPU.
Anything that can terminate HTTPS and forward to that narrow API can sit in the path — Cloudflare Tunnel is the documented default, but the model is “HTTP + bearer token to an Ollama-compatible backend.” See Portable inference.

Deployment modes

  • All-local: bumblebee run, SQLite (or your choice of DB URL), tools on the host.
  • Hybrid: worker in cloud + gateway at home (or another private host you control).
  • Execution RPC: optional redirect of shell/code tools to a machine you designate (common when the worker should not touch the Railway filesystem for risky operations).
Hybrid Railway and Persistence cover storage and ops.

Design stance

Prefer declarative YAML, small composable tools, and one persistent identity over per-channel bots. If you are integrating external systems, route inference and secrets through the gateway pattern rather than exposing Ollama or the host OS broadly.